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Non-Stochastic Recession-Dating
Procedure
-
Quarterly growth data shows that
each recession contains at least
two quarters of negative growth.
- We
found the "Tension Index"
(constructed as a moving-average
of deviations of growth from its
long-term mean) is a reliable
indicator of recessions.
-
Starts of recessions typically
coincide with the tension index
decreasing rapidly. Also, all
recessions were typified by
tension index falling to a value
below -5, implying that the
tension index has to decrease
and become sufficiently low for
it to signify the possibility of
a recession.
- In
order to determine the change in
tension index, we found it
optimal to utilize the
difference of its local averages.
- The
recession indicator for any
quarter (t) was the difference
in the two local averages of the
tension index. The first was the
average over four quarters from
(t) looking ahead (t
to t+3) and the second
was the average over four
quarters from (t) looking back
(t-3 to t).
- As
the figure indicates, the
recession indicator reaches a
local low-point around the
starts of recessions and reaches
a local high-point around the
ends of recessions.
Recession-Indicator Based on Changes
in the Tension Index
Algorithm to Date the Start and End
of a Recession
-
A
quarter (t) can serve
as a potential candidate for the
start of a recession if at least
two negative growth rates are
observed in the four quarter
forward-looking window [t, t +3]. For example, let t
be the first quarter encountered
with at least two negative
growth rates in the windows
[t, t +3]. Let t+k
be the last contiguous quarter
to satisfy this criterion. That
is, the sequence of dates t,
t+1, ..., t+k serve as
potential starts for a
recession.
-
Given
the sequence of potential
start-dates ([t; t +k]),
quarters t +3, t+4, ...,
t+k+3 automatically serve
as potential candidates for the
end of the recession.
-
Having
identified a contiguous sequence
of quarters as potential
start-dates, we choose the
optimal start-date according to
the following criteria.
1. Quarters with the tension
index larger than -5 are
eliminated.
2. Among the
remaining quarters, the one
corresponding to the smallest
value of the recession-indicator
is chosen as the optimal
start-date. For the purposes of
illustration, let period t + j
be the optimal start-date.
-
The
sequence of periods [t+j+1,
t+k+3] serve as potential
candidates for the end of the
recession. The optimal end-date
for the recession is chosen as
follows:
1. Periods with
positive tension index values
are eliminated.
2.
Beginning with the last period
in the remaining group of
potential end-dates, we
eliminate periods with with
contemporaneous growth rate
greater than 2.75. The first
period not eliminated is the
optimal choice for the end of
the recession.
Application
of the above dating procedure to
quarterly U.S. GDP data from
1950:III to 2008:I results in near
accurate prediction of the starts
and ends of recession. With the
starts of recessions, the algorithm
was off by one quarter on three
occasions (1969:III, 1979:IV and
1981:IV were declared as starts for
recessions whose NBER starts were
1969:IV, 1980:I and 1981:III
respectively) and by two quarters on
one occasion (the dating procedure
prefers 2008:II to be the start of
the recession deemed to have begun
in 2007:IV by NBER). With the ends of
recessions, the procedure was off on
only one occasion: the recession
with the NBER dated end in 1991:I
was determined to be at 1991:III by
our method.
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